Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414263	CLM	Judith X Gomez	1944-02-18	UHC-71940-96	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400965	CLM	Mary Wilils	1939-06-26	UHC-39266-51	—	1470 Apache Blvd, Austin, TX, 78705	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28012	PRV	Christine Valdez	1960-02-08	UHC-95611-79	8623587484	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-422932	CLM	Douglas Kim	1940-07-09	UHC-49616-13	—	5295 Market St, Fresno, CA, 93711	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413438	CLM	Alan Sanchez	1966-11-25	—	—	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-407753	CLM	Kayla Wheeler	1938-11-09	UHC-62250-44	—	5670 Valley View Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-62655	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-62656	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-138839	ENR	Aaron Cox	1974-11-25	UHC-81716-18	8029675752	3792 Jefferson Ave Apt 19, Plano, TX, 75037	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27557	PRV	Larry Scott	1959-05-02	—	—	1815 Lincoln Way, Nashville, TN, 37257	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-51707	TPA	Brian Bishop	1959-01-02	—	2383251453	1478 Lincoln Way, Plano, TX, 75057	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-116178	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-108332	ENR	Lawrence R Li	1998-10-05	UHC-16606-42	9489782199	2792 Sage Ct, Sacramento, CA, 95831	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-401539	CLM	Jeffrey Silva	1978-08-05	—	—	4836 Pine Dr Apt 11, Glendale, AZ, 85399	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-134337	ENR	Anna G Payne	1966-11-27	UHC-93456-64	4408977065	3257 Market St, Austin, TX, 78786	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-400642	CLM	Yuki Berry	1953-10-02	—	—	5752 Lincoln Way, Atlanta, GA, 30354	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
TPA-59518	TPA	Richard Hamilton	2001-10-03	—	—	7349 Bayshore Dr, Plano, TX, 75099	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-420258	CLM	Sandra Powell	1996-04-25	UHC-02733-47	—	9548 Main St, Los Angeles, CA, 90026	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-418951	CLM	Omar Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-101882	ENR	Teresa C Hill	1990-08-22	UHC-82145-43	7315170560	8639 Meadow Ln, Seattle, WA, 98178	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-29366	PRV	Brittany D Shaw	—	—	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131555	ENR	Stephens Dylan	1984-07-11	UHC-50693-09	6137339350	453 Cedar Ln, Las Vegas, NV, 89132	0.68	Date of birth reformatted State name converted to code Email lower-cased Gender normalised
CLM-429290	CLM	Virginia Wong	1971-03-07	—	6714357218	6349 River Rd, Chandler, AZ	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-411162	CLM	Becky George	1977-02-07	UHC-12353-35	—	7053 Maple Ave, Eden Prairie, MN, 55377	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-22856	PRV	Kimberly Hernandez	1979-10-17	—	7288066834	1697 Desert Sky Blvd, Chandler, AZ, 85254	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-130786	ENR	BJunk	1951-04-18	UHC-30141-52	9079492053	1592 Camelback Rd, Sacramento, CA, 95827	0.68	Phone reformatted Gender normalised Plan code upper-cased No usable name (quarantined)
CLM-432536	CLM	Ahmed Adams	1986-11-16	UHC-27067-82	—	670 Meadow Ln, San Antonio, TX, 78269	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-106610	ENR	Bruce Y Fuller	1988-04-26	UHC-98369-58	7989699926	7507 Market St, Jacksonville, FL, 32220	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-406924	CLM	Lauren Mason	1953-05-25	UHC-58084-93	2824956976	2872 Church St, Tempe, AZ, 85205	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-120622	ENR	Charles I Fowler	—	UHC-45989-53	9655437918	3451 Mountain View Dr, Mesa, AZ, 85269	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
ENR-128837	ENR	Noah Park	1979-10-18	UHC-63320-76	3307778973	9779 Harbor Blvd, Tucson, AZ	0.68	ZIP missing Email lower-cased Gender normalised Whitespace trimmed
PRV-22568	PRV	Janice Burton	1955-04-03	UHC-20074-87	—	5988 Baseline Rd, Seattle, WA, 98179	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-414480	CLM	Bruce Weavar	1955-03-27	—	—	7058 Sage Ct, Tucson, AZ, 85731	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-131299	ENR	Cynthia W Harper	2005-02-15	UHC-74116-62	2359978660	2423 Grand Ave, Tucson, AZ, 85790	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-421648	CLM	Aaron Johnston	1990-12-22	—	8618678536	721 Canyon Rd, Scottsdale, AZ, 85207	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-142554	ENR	Jessica Butler	—	UHC-65037-61	8485021671	1637 Sage Ct, Plano, TX, 75050	0.70	Date of birth unreadable Gender normalised Whitespace trimmed
CLM-402905	CLM	Anderson Jnaice	1981-10-10	UHC-06664-40	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-24329	PRV	Nicole Rogers	1957-02-15	UHC-41707-94	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-414580	CLM	Kayla Thompson	1966-10-13	—	—	—	0.70	SSN last four extracted Gender normalised Placeholder values cleared
ENR-129574	ENR	Carolyn Y Lawson	1971-06-23	UHC-79277-26	—	1506 Mountain View Dr, Fresno, CA, 93779	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
TPA-57989	TPA	Margaret Mills	1980-01-24	UHC-42099-41	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-130221	ENR	Olivia Cooper	1981-09-05	UHC-66987-31	6877811662	683 Bayshore Dr, Minneapolis, MN	0.70	Name re-cased ZIP missing Gender normalised
ENR-131834	ENR	Amy N Elliott	1991-01-14	UHC-64891-74	—	8031 Broadway, Nashville, TN, 37235	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-133157	ENR	Thomas Gonzalez	1975-09-24	UHC-73038-56	8923921982	1811 Indian School Rd, Phoenix, AZ	0.70	Phone reformatted ZIP missing Gender normalised
CLM-402718	CLM	Raymond Smith	1940-04-03	—	—	240 Spring St Apt 8, Tempe, AZ, 85273	0.70	Unit split from street Gender normalised Placeholder values cleared
ENR-111550	ENR	Justin I Williams	1983-06-26	UHC-16413-13	2132093236	7613 Mountain View Dr, San Diego, CA, 92117	0.70	Name re-cased Two-digit birth year Gender normalised
CLM-414121	CLM	Henry Reynolds	2002-08-03	UHC-89188-18	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-61096	TPA	James Richardson	1943-05-17	—	—	4127 Highland Ave, Gilbert, AZ, 85229	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-141012	ENR	Alexander V Austin	1967-04-02	UHC-33590-56	9027890818	7119 Bayshore Dr, Chandler, AZ, 85284	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-100562	ENR	Stephen M Vasquez	1957-08-23	UHC-70906-85	6998107538	7979 Canyon Rd, Houston, TX, 77029	0.70	Middle initial moved out of first name Email lower-cased Gender normalised

16,828 rows, page 246 of 337Previous Next